Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 586.2 B |
Variable types
| NUM | 13 |
|---|---|
| CAT | 8 |
| BOOL | 2 |
Reproduction
| Analysis started | 2020-11-06 04:07:08.966736 |
|---|---|
| Analysis finished | 2020-11-06 04:08:00.302105 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
emp_length has 250 (2.5%) zeros | Zeros |
delinq_2yrs has 8915 (89.1%) zeros | Zeros |
inq_last_6mths has 4607 (46.1%) zeros | Zeros |
mths_since_last_delinq has 6479 (64.8%) zeros | Zeros |
mths_since_last_record has 267 (2.7%) zeros | Zeros |
revol_bal has 278 (2.8%) zeros | Zeros |
revol_util has 254 (2.5%) zeros | Zeros |
is_bad
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 1 | 1295 |
| Value | Count | Frequency (%) | |
| 0 | 8705 | 87.1% | |
| 1 | 1295 | 13.0% |
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.561873741 |
|---|---|
| Minimum | 0 |
| Maximum | 2.397895273 |
| Zeros | 250 |
| Zeros (%) | 2.5% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.6931471806 |
| Q1 | 1.098612289 |
| median | 1.609437912 |
| Q3 | 2.197224577 |
| 95-th percentile | 2.397895273 |
| Maximum | 2.397895273 |
| Range | 2.397895273 |
| Interquartile range (IQR) | 1.098612289 |
Descriptive statistics
| Standard deviation | 0.6738534717 |
|---|---|
| Coefficient of variation (CV) | 0.4314391451 |
| Kurtosis | -1.064658501 |
| Mean | 1.561873741 |
| Median Absolute Deviation (MAD) | 0.5850798667 |
| Skewness | -0.2784256782 |
| Sum | 15618.73741 |
| Variance | 0.4540785013 |
| Value | Count | Frequency (%) | |
| 2.397895273 | 2168 | 21.7% | |
| 0.6931471806 | 2083 | 20.8% | |
| 1.098612289 | 1183 | 11.8% | |
| 1.386294361 | 1010 | 10.1% | |
| 1.609437912 | 889 | 8.9% | |
| 1.791759469 | 779 | 7.8% | |
| 1.945910149 | 535 | 5.3% | |
| 2.079441542 | 421 | 4.2% | |
| 2.197224577 | 351 | 3.5% | |
| 2.302585093 | 331 | 3.3% |
| Value | Count | Frequency (%) | |
| 0 | 250 | 2.5% | |
| 0.6931471806 | 2083 | 20.8% | |
| 1.098612289 | 1183 | 11.8% | |
| 1.386294361 | 1010 | 10.1% | |
| 1.609437912 | 889 | 8.9% |
| Value | Count | Frequency (%) | |
| 2.397895273 | 2168 | 21.7% | |
| 2.302585093 | 331 | 3.3% | |
| 2.197224577 | 351 | 3.5% | |
| 2.079441542 | 421 | 4.2% | |
| 1.945910149 | 535 | 5.3% |
home_ownership
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| rent | |
|---|---|
| mortgage | |
| own | 775 |
| other | 34 |
| none | 1 |
| Value | Count | Frequency (%) | |
| rent | 4745 | 47.4% | |
| mortgage | 4445 | 44.5% | |
| own | 775 | 7.8% | |
| other | 34 | 0.3% | |
| none | 1 | < 0.1% |
Length
| Max length | 8 |
|---|---|
| Mean length | 5.7039 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 10 | 100.0% |
annual_inc
Real number (ℝ≥0)
| Distinct count | 1901 |
|---|---|
| Unique (%) | 19.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.96245435 |
|---|---|
| Minimum | 7.601402335 |
| Maximum | 13.71015115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 7.601402335 |
|---|---|
| 5-th percentile | 10.07525073 |
| Q1 | 10.59665973 |
| median | 10.96821553 |
| Q3 | 11.31448672 |
| 95-th percentile | 11.87427119 |
| Maximum | 13.71015115 |
| Range | 6.108748819 |
| Interquartile range (IQR) | 0.7178269885 |
Descriptive statistics
| Standard deviation | 0.5693905148 |
|---|---|
| Coefficient of variation (CV) | 0.05194005798 |
| Kurtosis | 1.159760395 |
| Mean | 10.96245435 |
| Median Absolute Deviation (MAD) | 0.4387573392 |
| Skewness | 0.01283349875 |
| Sum | 109624.5435 |
| Variance | 0.3242055584 |
| Value | Count | Frequency (%) | |
| 11.00211651 | 381 | 3.8% | |
| 10.81979828 | 267 | 2.7% | |
| 10.59665973 | 222 | 2.2% | |
| 11.22525673 | 213 | 2.1% | |
| 10.30898599 | 211 | 2.1% | |
| 11.08215793 | 204 | 2.0% | |
| 10.77897712 | 196 | 2.0% | |
| 11.15626481 | 193 | 1.9% | |
| 10.71443999 | 181 | 1.8% | |
| 11.28979441 | 170 | 1.7% | |
| Other values (1891) | 7762 | 77.6% |
| Value | Count | Frequency (%) | |
| 7.601402335 | 1 | < 0.1% | |
| 8.314097335 | 1 | < 0.1% | |
| 8.343077871 | 2 | < 0.1% | |
| 8.476579509 | 2 | < 0.1% | |
| 8.517393171 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13.71015115 | 2 | < 0.1% | |
| 13.66468883 | 1 | < 0.1% | |
| 13.56705048 | 1 | < 0.1% | |
| 13.51979766 | 1 | < 0.1% | |
| 13.49392831 | 1 | < 0.1% |
verification_status
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| not verified | |
|---|---|
| verified - income | |
| verified - income source |
| Value | Count | Frequency (%) | |
| not verified | 4367 | 43.7% | |
| verified - income | 3214 | 32.1% | |
| verified - income source | 2419 | 24.2% |
Length
| Max length | 24 |
|---|---|
| Mean length | 16.5098 |
| Min length | 12 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 13 | 86.7% | |
| Space_Separator | 1 | 6.7% | |
| Dash_Punctuation | 1 | 6.7% |
| Value | Count | Frequency (%) | |
| Latin | 13 | 86.7% | |
| Common | 2 | 13.3% |
| Value | Count | Frequency (%) | |
| ASCII | 15 | 100.0% |
pymnt_plan
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| n | |
|---|---|
| y | 2 |
| Value | Count | Frequency (%) | |
| n | 9998 | > 99.9% | |
| y | 2 | < 0.1% |
purpose_cat
Categorical
| Distinct count | 27 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| debt consolidation | |
|---|---|
| credit card | |
| other | |
| home improvement | 800 |
| major purchase | 546 |
| Other values (22) |
| Value | Count | Frequency (%) | |
| debt consolidation | 4454 | 44.5% | |
| credit card | 1273 | 12.7% | |
| other | 1026 | 10.3% | |
| home improvement | 800 | 8.0% | |
| major purchase | 546 | 5.5% | |
| small business | 461 | 4.6% | |
| car | 349 | 3.5% | |
| wedding | 250 | 2.5% | |
| medical | 183 | 1.8% | |
| moving | 159 | 1.6% | |
| Other values (17) | 499 | 5.0% |
Length
| Max length | 33 |
|---|---|
| Mean length | 13.9381 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 21 | 95.5% | |
| Space_Separator | 1 | 4.5% |
| Value | Count | Frequency (%) | |
| Latin | 21 | 95.5% | |
| Common | 1 | 4.5% |
| Value | Count | Frequency (%) | |
| ASCII | 22 | 100.0% |
addr_state
Categorical
| Distinct count | 50 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| ca | |
|---|---|
| ny | 958 |
| fl | 714 |
| tx | 700 |
| nj | 482 |
| Other values (45) |
| Value | Count | Frequency (%) | |
| ca | 1748 | 17.5% | |
| ny | 958 | 9.6% | |
| fl | 714 | 7.1% | |
| tx | 700 | 7.0% | |
| nj | 482 | 4.8% | |
| va | 392 | 3.9% | |
| il | 386 | 3.9% | |
| pa | 378 | 3.8% | |
| ga | 357 | 3.6% | |
| ma | 331 | 3.3% | |
| Other values (40) | 3554 | 35.5% |
Length
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 24 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 24 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 24 | 100.0% |
debt_to_income
Real number (ℝ≥0)
| Distinct count | 2585 |
|---|---|
| Unique (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.338704 |
|---|---|
| Minimum | 0 |
| Maximum | 29.99 |
| Zeros | 58 |
| Zeros (%) | 0.6% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.129 |
| Q1 | 8.16 |
| median | 13.41 |
| Q3 | 18.6925 |
| 95-th percentile | 23.93 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.5325 |
Descriptive statistics
| Standard deviation | 6.754211507 |
|---|---|
| Coefficient of variation (CV) | 0.5063619004 |
| Kurtosis | -0.8546793248 |
| Mean | 13.338704 |
| Median Absolute Deviation (MAD) | 5.669516109 |
| Skewness | -0.008777611376 |
| Sum | 133387.04 |
| Variance | 45.61937308 |
| Value | Count | Frequency (%) | |
| 0 | 58 | 0.6% | |
| 12.48 | 16 | 0.2% | |
| 13.51 | 13 | 0.1% | |
| 10 | 13 | 0.1% | |
| 19.2 | 13 | 0.1% | |
| 18.14 | 13 | 0.1% | |
| 4.8 | 12 | 0.1% | |
| 17.82 | 12 | 0.1% | |
| 15.38 | 12 | 0.1% | |
| 22.43 | 12 | 0.1% | |
| Other values (2575) | 9826 | 98.3% |
| Value | Count | Frequency (%) | |
| 0 | 58 | 0.6% | |
| 0.11 | 1 | < 0.1% | |
| 0.12 | 1 | < 0.1% | |
| 0.13 | 1 | < 0.1% | |
| 0.14 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 29.99 | 1 | < 0.1% | |
| 29.93 | 1 | < 0.1% | |
| 29.92 | 1 | < 0.1% | |
| 29.83 | 1 | < 0.1% | |
| 29.74 | 1 | < 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08913850185 |
|---|---|
| Minimum | 0 |
| Maximum | 2.48490665 |
| Zeros | 8915 |
| Zeros (%) | 89.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.6931471806 |
| Maximum | 2.48490665 |
| Range | 2.48490665 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2688248344 |
|---|---|
| Coefficient of variation (CV) | 3.015810552 |
| Kurtosis | 10.21328108 |
| Mean | 0.08913850185 |
| Median Absolute Deviation (MAD) | 0.1589339488 |
| Skewness | 3.152153266 |
| Sum | 891.3850185 |
| Variance | 0.07226679162 |
| Value | Count | Frequency (%) | |
| 0 | 8915 | 89.1% | |
| 0.6931471806 | 822 | 8.2% | |
| 1.098612289 | 186 | 1.9% | |
| 1.386294361 | 50 | 0.5% | |
| 1.609437912 | 14 | 0.1% | |
| 1.791759469 | 6 | 0.1% | |
| 1.945910149 | 3 | < 0.1% | |
| 2.079441542 | 2 | < 0.1% | |
| 2.197224577 | 1 | < 0.1% | |
| 2.48490665 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 8915 | 89.1% | |
| 0.6931471806 | 822 | 8.2% | |
| 1.098612289 | 186 | 1.9% | |
| 1.386294361 | 50 | 0.5% | |
| 1.609437912 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.48490665 | 1 | < 0.1% | |
| 2.197224577 | 1 | < 0.1% | |
| 2.079441542 | 2 | < 0.1% | |
| 1.945910149 | 3 | < 0.1% | |
| 1.791759469 | 6 | 0.1% |
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5437069499 |
|---|---|
| Minimum | 0 |
| Maximum | 3.258096538 |
| Zeros | 4607 |
| Zeros (%) | 46.1% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.6931471806 |
| Q3 | 1.098612289 |
| 95-th percentile | 1.609437912 |
| Maximum | 3.258096538 |
| Range | 3.258096538 |
| Interquartile range (IQR) | 1.098612289 |
Descriptive statistics
| Standard deviation | 0.5739829645 |
|---|---|
| Coefficient of variation (CV) | 1.055684436 |
| Kurtosis | -0.4749831683 |
| Mean | 0.5437069499 |
| Median Absolute Deviation (MAD) | 0.5009715837 |
| Skewness | 0.6386035865 |
| Sum | 5437.069499 |
| Variance | 0.3294564436 |
| Value | Count | Frequency (%) | |
| 0 | 4607 | 46.1% | |
| 0.6931471806 | 2684 | 26.8% | |
| 1.098612289 | 1431 | 14.3% | |
| 1.386294361 | 731 | 7.3% | |
| 1.609437912 | 227 | 2.3% | |
| 1.791759469 | 152 | 1.5% | |
| 1.945910149 | 76 | 0.8% | |
| 2.079441542 | 42 | 0.4% | |
| 2.197224577 | 27 | 0.3% | |
| 2.302585093 | 10 | 0.1% | |
| Other values (10) | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 4607 | 46.1% | |
| 0.6931471806 | 2684 | 26.8% | |
| 1.098612289 | 1431 | 14.3% | |
| 1.386294361 | 731 | 7.3% | |
| 1.609437912 | 227 | 2.3% |
| Value | Count | Frequency (%) | |
| 3.258096538 | 1 | < 0.1% | |
| 3.218875825 | 1 | < 0.1% | |
| 2.944438979 | 2 | < 0.1% | |
| 2.890371758 | 1 | < 0.1% | |
| 2.833213344 | 1 | < 0.1% |
| Distinct count | 91 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.211956373 |
|---|---|
| Minimum | 0 |
| Maximum | 4.795790546 |
| Zeros | 6479 |
| Zeros (%) | 64.8% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3.17805383 |
| 95-th percentile | 4.189654742 |
| Maximum | 4.795790546 |
| Range | 4.795790546 |
| Interquartile range (IQR) | 3.17805383 |
Descriptive statistics
| Standard deviation | 1.699849176 |
|---|---|
| Coefficient of variation (CV) | 1.402566309 |
| Kurtosis | -1.224158213 |
| Mean | 1.211956373 |
| Median Absolute Deviation (MAD) | 1.571733034 |
| Skewness | 0.7866357636 |
| Sum | 12119.56373 |
| Variance | 2.889487221 |
| Value | Count | Frequency (%) | |
| 0 | 6479 | 64.8% | |
| 3.433987204 | 69 | 0.7% | |
| 3.555348061 | 66 | 0.7% | |
| 3.663561646 | 65 | 0.7% | |
| 3.17805383 | 65 | 0.7% | |
| 3.218875825 | 64 | 0.6% | |
| 3.80666249 | 64 | 0.6% | |
| 3.526360525 | 63 | 0.6% | |
| 3.044522438 | 63 | 0.6% | |
| 2.944438979 | 61 | 0.6% | |
| Other values (81) | 2941 | 29.4% |
| Value | Count | Frequency (%) | |
| 0 | 6479 | 64.8% | |
| 0.6931471806 | 6 | 0.1% | |
| 1.098612289 | 29 | 0.3% | |
| 1.386294361 | 40 | 0.4% | |
| 1.609437912 | 37 | 0.4% |
| Value | Count | Frequency (%) | |
| 4.795790546 | 1 | < 0.1% | |
| 4.753590191 | 1 | < 0.1% | |
| 4.584967479 | 1 | < 0.1% | |
| 4.574710979 | 1 | < 0.1% | |
| 4.564348191 | 1 | < 0.1% |
| Distinct count | 94 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.641291617 |
|---|---|
| Minimum | 0 |
| Maximum | 4.787491743 |
| Zeros | 267 |
| Zeros (%) | 2.7% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.521788577 |
| Q1 | 4.787491743 |
| median | 4.787491743 |
| Q3 | 4.787491743 |
| 95-th percentile | 4.787491743 |
| Maximum | 4.787491743 |
| Range | 4.787491743 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7769844026 |
|---|---|
| Coefficient of variation (CV) | 0.1674069347 |
| Kurtosis | 31.06395734 |
| Mean | 4.641291617 |
| Median Absolute Deviation (MAD) | 0.2707703644 |
| Skewness | -5.708959044 |
| Sum | 46412.91617 |
| Variance | 0.6037047619 |
| Value | Count | Frequency (%) | |
| 4.787491743 | 9163 | 91.6% | |
| 0 | 267 | 2.7% | |
| 4.49980967 | 21 | 0.2% | |
| 4.762173935 | 18 | 0.2% | |
| 4.465908119 | 17 | 0.2% | |
| 4.477336814 | 17 | 0.2% | |
| 4.532599493 | 17 | 0.2% | |
| 4.744932128 | 16 | 0.2% | |
| 4.615120517 | 16 | 0.2% | |
| 4.65396035 | 16 | 0.2% | |
| Other values (84) | 432 | 4.3% |
| Value | Count | Frequency (%) | |
| 0 | 267 | 2.7% | |
| 1.945910149 | 1 | < 0.1% | |
| 2.48490665 | 1 | < 0.1% | |
| 2.890371758 | 1 | < 0.1% | |
| 3.044522438 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4.787491743 | 9163 | 91.6% | |
| 4.779123493 | 11 | 0.1% | |
| 4.770684624 | 10 | 0.1% | |
| 4.762173935 | 18 | 0.2% | |
| 4.753590191 | 10 | 0.1% |
open_acc
Real number (ℝ≥0)
| Distinct count | 36 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.241761756 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 3.688879454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 1.386294361 |
| Q1 | 1.945910149 |
| median | 2.302585093 |
| Q3 | 2.564949357 |
| 95-th percentile | 2.944438979 |
| Maximum | 3.688879454 |
| Range | 2.995732274 |
| Interquartile range (IQR) | 0.6190392084 |
Descriptive statistics
| Standard deviation | 0.439900357 |
|---|---|
| Coefficient of variation (CV) | 0.1962297536 |
| Kurtosis | -0.07499054695 |
| Mean | 2.241761756 |
| Median Absolute Deviation (MAD) | 0.3524184816 |
| Skewness | -0.2090961395 |
| Sum | 22417.61756 |
| Variance | 0.1935123241 |
| Value | Count | Frequency (%) | |
| 2.079441542 | 1035 | 10.3% | |
| 1.945910149 | 990 | 9.9% | |
| 2.197224577 | 937 | 9.4% | |
| 2.302585093 | 934 | 9.3% | |
| 2.397895273 | 805 | 8.1% | |
| 1.791759469 | 763 | 7.6% | |
| 2.48490665 | 692 | 6.9% | |
| 1.609437912 | 631 | 6.3% | |
| 2.564949357 | 577 | 5.8% | |
| 2.63905733 | 487 | 4.9% | |
| Other values (26) | 2149 | 21.5% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 7 | 0.1% | |
| 1.098612289 | 163 | 1.6% | |
| 1.386294361 | 374 | 3.7% | |
| 1.609437912 | 631 | 6.3% | |
| 1.791759469 | 763 | 7.6% |
| Value | Count | Frequency (%) | |
| 3.688879454 | 1 | < 0.1% | |
| 3.610917913 | 2 | < 0.1% | |
| 3.583518938 | 1 | < 0.1% | |
| 3.526360525 | 3 | < 0.1% | |
| 3.496507561 | 1 | < 0.1% |
pub_rec
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 0 | |
|---|---|
| 0.6931471806 | 550 |
| 1.098612289 | 18 |
| 1.386294361 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 9427 | 94.3% | |
| 0.6931471806 | 550 | 5.5% | |
| 1.098612289 | 18 | 0.2% | |
| 1.386294361 | 5 | 0.1% |
Length
| Max length | 18 |
|---|---|
| Mean length | 3.8595 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Other_Punctuation | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
| Distinct count | 8130 |
|---|---|
| Unique (%) | 81.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.665349596 |
|---|---|
| Minimum | 0 |
| Maximum | 14.00394672 |
| Zeros | 278 |
| Zeros (%) | 2.8% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.631032248 |
| Q1 | 8.167777519 |
| median | 9.064909879 |
| Q3 | 9.738214835 |
| 95-th percentile | 10.70449851 |
| Maximum | 14.00394672 |
| Range | 14.00394672 |
| Interquartile range (IQR) | 1.570437316 |
Descriptive statistics
| Standard deviation | 1.964604275 |
|---|---|
| Coefficient of variation (CV) | 0.2267195631 |
| Kurtosis | 8.594573757 |
| Mean | 8.665349596 |
| Median Absolute Deviation (MAD) | 1.250096946 |
| Skewness | -2.538633482 |
| Sum | 86653.49596 |
| Variance | 3.859669956 |
| Value | Count | Frequency (%) | |
| 0 | 278 | 2.8% | |
| 7.708859601 | 6 | 0.1% | |
| 7.475339237 | 6 | 0.1% | |
| 6.634633358 | 5 | 0.1% | |
| 8.476787777 | 5 | 0.1% | |
| 9.361257257 | 5 | 0.1% | |
| 7.98480339 | 4 | < 0.1% | |
| 5.693732139 | 4 | < 0.1% | |
| 5.620400866 | 4 | < 0.1% | |
| 5.96100534 | 4 | < 0.1% | |
| Other values (8120) | 9679 | 96.8% |
| Value | Count | Frequency (%) | |
| 0 | 278 | 2.8% | |
| 0.6931471806 | 2 | < 0.1% | |
| 1.386294361 | 2 | < 0.1% | |
| 1.791759469 | 1 | < 0.1% | |
| 1.945910149 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 14.00394672 | 1 | < 0.1% | |
| 13.30887614 | 1 | < 0.1% | |
| 13.14012864 | 1 | < 0.1% | |
| 13.09723017 | 1 | < 0.1% | |
| 12.95557653 | 1 | < 0.1% |
| Distinct count | 1027 |
|---|---|
| Unique (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.451419 |
|---|---|
| Minimum | 0 |
| Maximum | 100.6 |
| Zeros | 254 |
| Zeros (%) | 2.5% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.8 |
| Q1 | 25 |
| median | 48.7 |
| Q3 | 71.8 |
| 95-th percentile | 93.6 |
| Maximum | 100.6 |
| Range | 100.6 |
| Interquartile range (IQR) | 46.8 |
Descriptive statistics
| Standard deviation | 28.18384582 |
|---|---|
| Coefficient of variation (CV) | 0.5816928874 |
| Kurtosis | -1.094338897 |
| Mean | 48.451419 |
| Median Absolute Deviation (MAD) | 24.0658605 |
| Skewness | -0.01681450313 |
| Sum | 484514.19 |
| Variance | 794.3291651 |
| Value | Count | Frequency (%) | |
| 0 | 254 | 2.5% | |
| 48.7 | 34 | 0.3% | |
| 46.6 | 21 | 0.2% | |
| 43.4 | 20 | 0.2% | |
| 0.1 | 20 | 0.2% | |
| 55.4 | 19 | 0.2% | |
| 70 | 19 | 0.2% | |
| 47.6 | 19 | 0.2% | |
| 53.6 | 19 | 0.2% | |
| 56.8 | 19 | 0.2% | |
| Other values (1017) | 9556 | 95.6% |
| Value | Count | Frequency (%) | |
| 0 | 254 | 2.5% | |
| 0.03 | 1 | < 0.1% | |
| 0.1 | 20 | 0.2% | |
| 0.12 | 1 | < 0.1% | |
| 0.2 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 100.6 | 1 | < 0.1% | |
| 100 | 1 | < 0.1% | |
| 99.9 | 4 | < 0.1% | |
| 99.8 | 5 | 0.1% | |
| 99.7 | 3 | < 0.1% |
total_acc
Real number (ℝ≥0)
| Distinct count | 75 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.997662856 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 4.510859507 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 1.945910149 |
| Q1 | 2.63905733 |
| median | 3.044522438 |
| Q3 | 3.401197382 |
| 95-th percentile | 3.80666249 |
| Maximum | 4.510859507 |
| Range | 3.817712326 |
| Interquartile range (IQR) | 0.762140052 |
Descriptive statistics
| Standard deviation | 0.5501983497 |
|---|---|
| Coefficient of variation (CV) | 0.1835424383 |
| Kurtosis | 0.007111528285 |
| Mean | 2.997662856 |
| Median Absolute Deviation (MAD) | 0.4413015679 |
| Skewness | -0.4832304342 |
| Sum | 29976.62856 |
| Variance | 0.302718224 |
| Value | Count | Frequency (%) | |
| 2.772588722 | 369 | 3.7% | |
| 3.044522438 | 365 | 3.6% | |
| 2.890371758 | 360 | 3.6% | |
| 2.564949357 | 357 | 3.6% | |
| 2.708050201 | 351 | 3.5% | |
| 2.995732274 | 346 | 3.5% | |
| 2.833213344 | 340 | 3.4% | |
| 2.944438979 | 339 | 3.4% | |
| 2.63905733 | 331 | 3.3% | |
| 3.135494216 | 329 | 3.3% | |
| Other values (65) | 6513 | 65.1% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 3 | < 0.1% | |
| 1.098612289 | 10 | 0.1% | |
| 1.386294361 | 58 | 0.6% | |
| 1.609437912 | 115 | 1.1% | |
| 1.791759469 | 144 | 1.4% |
| Value | Count | Frequency (%) | |
| 4.510859507 | 1 | < 0.1% | |
| 4.406719247 | 1 | < 0.1% | |
| 4.394449155 | 1 | < 0.1% | |
| 4.382026635 | 1 | < 0.1% | |
| 4.369447852 | 1 | < 0.1% |
initial_list_status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| f | |
|---|---|
| m | 17 |
| Value | Count | Frequency (%) | |
| f | 9983 | 99.8% | |
| m | 17 | 0.2% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 2 | 100.0% |
mths_since_last_major_derog
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 1.098612289 | |
|---|---|
| 1.386294361 | |
| 0.6931471806 |
| Value | Count | Frequency (%) | |
| 1.098612289 | 3424 | 34.2% | |
| 1.386294361 | 3299 | 33.0% | |
| 0.6931471806 | 3277 | 32.8% |
Length
| Max length | 18 |
|---|---|
| Mean length | 18 |
| Min length | 18 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Other_Punctuation | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
policy_code
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| pc3 | |
|---|---|
| pc5 | |
| pc1 | |
| pc2 | |
| pc4 |
| Value | Count | Frequency (%) | |
| pc3 | 2098 | 21.0% | |
| pc5 | 2025 | 20.2% | |
| pc1 | 1978 | 19.8% | |
| pc2 | 1962 | 19.6% | |
| pc4 | 1937 | 19.4% |
Length
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 5 | 71.4% | |
| Lowercase_Letter | 2 | 28.6% |
| Value | Count | Frequency (%) | |
| Common | 5 | 71.4% | |
| Latin | 2 | 28.6% |
| Value | Count | Frequency (%) | |
| ASCII | 7 | 100.0% |
cr_line_yrs
Real number (ℝ≥0)
| Distinct count | 50 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.599902149 |
|---|---|
| Minimum | 7.586296307 |
| Maximum | 7.635303886 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 7.586296307 |
|---|---|
| 5-th percentile | 7.593374193 |
| Q1 | 7.598399329 |
| median | 7.600402335 |
| Q3 | 7.60190196 |
| 95-th percentile | 7.604396349 |
| Maximum | 7.635303886 |
| Range | 0.04900757911 |
| Interquartile range (IQR) | 0.003502630551 |
Descriptive statistics
| Standard deviation | 0.003860579862 |
|---|---|
| Coefficient of variation (CV) | 0.0005079775747 |
| Kurtosis | 20.53110444 |
| Mean | 7.599902149 |
| Median Absolute Deviation (MAD) | 0.002623110056 |
| Skewness | 1.673860451 |
| Sum | 75999.02149 |
| Variance | 1.490407687e-05 |
| Value | Count | Frequency (%) | |
| 7.601402335 | 839 | 8.4% | |
| 7.600402335 | 753 | 7.5% | |
| 7.60090246 | 715 | 7.1% | |
| 7.60190196 | 642 | 6.4% | |
| 7.599901959 | 601 | 6.0% | |
| 7.599401333 | 592 | 5.9% | |
| 7.598900457 | 518 | 5.2% | |
| 7.598399329 | 513 | 5.1% | |
| 7.602401336 | 503 | 5.0% | |
| 7.602900462 | 455 | 4.5% | |
| Other values (40) | 3869 | 38.7% |
| Value | Count | Frequency (%) | |
| 7.586296307 | 14 | 0.1% | |
| 7.586803535 | 11 | 0.1% | |
| 7.587310506 | 13 | 0.1% | |
| 7.58781722 | 18 | 0.2% | |
| 7.588323677 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 7.635303886 | 9 | 0.1% | |
| 7.634820678 | 7 | 0.1% | |
| 7.634337236 | 6 | 0.1% | |
| 7.63385356 | 2 | < 0.1% | |
| 7.63336965 | 2 | < 0.1% |
cr_line_mths
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.922837082 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 2.564949357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 0.6931471806 |
| Q1 | 1.609437912 |
| median | 2.079441542 |
| Q3 | 2.397895273 |
| 95-th percentile | 2.564949357 |
| Maximum | 2.564949357 |
| Range | 1.871802177 |
| Interquartile range (IQR) | 0.7884573604 |
Descriptive statistics
| Standard deviation | 0.5751904668 |
|---|---|
| Coefficient of variation (CV) | 0.2991363502 |
| Kurtosis | -0.4315473294 |
| Mean | 1.922837082 |
| Median Absolute Deviation (MAD) | 0.4787928656 |
| Skewness | -0.8413490009 |
| Sum | 19228.37082 |
| Variance | 0.3308440731 |
| Value | Count | Frequency (%) | |
| 2.397895273 | 1057 | 10.6% | |
| 2.48490665 | 999 | 10.0% | |
| 2.564949357 | 972 | 9.7% | |
| 2.302585093 | 923 | 9.2% | |
| 0.6931471806 | 904 | 9.0% | |
| 2.197224577 | 794 | 7.9% | |
| 2.079441542 | 771 | 7.7% | |
| 1.945910149 | 740 | 7.4% | |
| 1.791759469 | 740 | 7.4% | |
| 1.098612289 | 728 | 7.3% | |
| Other values (2) | 1372 | 13.7% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 904 | 9.0% | |
| 1.098612289 | 728 | 7.3% | |
| 1.386294361 | 696 | 7.0% | |
| 1.609437912 | 676 | 6.8% | |
| 1.791759469 | 740 | 7.4% |
| Value | Count | Frequency (%) | |
| 2.564949357 | 972 | 9.7% | |
| 2.48490665 | 999 | 10.0% | |
| 2.397895273 | 1057 | 10.6% | |
| 2.302585093 | 923 | 9.2% | |
| 2.197224577 | 794 | 7.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| is_bad | emp_length | home_ownership | annual_inc | verification_status | pymnt_plan | purpose_cat | addr_state | debt_to_income | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | mths_since_last_major_derog | policy_code | cr_line_yrs | cr_line_mths | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2.397895 | mortgage | 10.819798 | not verified | n | medical | tx | 10.87 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 2.772589 | 0.0 | 9.399969 | 12.1 | 3.806662 | f | 0.693147 | pc4 | 7.597396 | 2.564949 |
| 1 | 0 | 0.693147 | rent | 10.576866 | not verified | n | debt consolidation | ks | 9.15 | 0.000000 | 1.098612 | 0.000000 | 4.787492 | 1.609438 | 0.0 | 9.221775 | 64.0 | 1.791759 | f | 1.098612 | pc1 | 7.603898 | 2.484907 |
| 2 | 0 | 1.609438 | rent | 11.082158 | not verified | n | credit card | ca | 11.24 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 1.609438 | 0.0 | 4.406719 | 0.6 | 2.197225 | f | 1.386294 | pc4 | 7.586296 | 1.945910 |
| 3 | 0 | 2.397895 | mortgage | 10.959558 | not verified | n | debt consolidation | ny | 6.18 | 0.693147 | 0.000000 | 2.833213 | 4.787492 | 1.945910 | 0.0 | 9.213436 | 37.1 | 3.178054 | f | 1.098612 | pc2 | 7.592366 | 2.302585 |
| 4 | 0 | 2.397895 | mortgage | 10.819878 | verified - income | n | debt consolidation | oh | 19.03 | 0.000000 | 1.609438 | 0.000000 | 4.787492 | 2.197225 | 0.0 | 9.281823 | 40.4 | 3.091042 | f | 1.386294 | pc3 | 7.600902 | 2.397895 |
| 5 | 0 | 1.609438 | rent | 10.758520 | verified - income | n | other | dc | 7.83 | 1.098612 | 0.693147 | 2.995732 | 4.787492 | 1.945910 | 0.0 | 7.447751 | 26.4 | 3.258097 | f | 1.386294 | pc3 | 7.600902 | 2.564949 |
| 6 | 0 | 2.397895 | mortgage | 11.744045 | not verified | n | credit card | ny | 14.28 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 2.944439 | 0.0 | 8.606485 | 11.1 | 3.401197 | f | 1.386294 | pc1 | 7.590852 | 2.484907 |
| 7 | 0 | 1.945910 | mortgage | 10.645449 | verified - income source | n | debt consolidation | nv | 10.29 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 2.302585 | 0.0 | 9.245225 | 95.9 | 2.397895 | f | 1.386294 | pc3 | 7.604396 | 1.609438 |
| 8 | 0 | 1.098612 | mortgage | 10.819798 | verified - income | n | debt consolidation | il | 15.36 | 0.000000 | 1.098612 | 0.000000 | 4.787492 | 2.484907 | 0.0 | 9.886494 | 59.2 | 3.332205 | f | 0.693147 | pc5 | 7.601902 | 1.098612 |
| 9 | 0 | 0.693147 | rent | 10.596660 | not verified | n | car | ca | 6.48 | 0.000000 | 0.693147 | 0.000000 | 4.787492 | 2.484907 | 0.0 | 9.903438 | 18.3 | 3.178054 | f | 0.693147 | pc5 | 7.598900 | 1.791759 |
Last rows
| is_bad | emp_length | home_ownership | annual_inc | verification_status | pymnt_plan | purpose_cat | addr_state | debt_to_income | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | mths_since_last_major_derog | policy_code | cr_line_yrs | cr_line_mths | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 0 | 2.397895 | mortgage | 11.695255 | verified - income | n | home improvement | mi | 14.44 | 0.693147 | 0.000000 | 1.609438 | 4.787492 | 2.708050 | 0.000000 | 9.596759 | 59.8 | 3.465736 | f | 1.098612 | pc2 | 7.598399 | 1.098612 |
| 9991 | 0 | 2.397895 | rent | 11.050906 | verified - income source | n | medical | ma | 10.08 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 1.945910 | 0.000000 | 4.110874 | 1.1 | 3.135494 | f | 1.386294 | pc1 | 7.595890 | 1.791759 |
| 9992 | 0 | 2.397895 | rent | 10.859018 | verified - income | n | debt consolidation | ny | 23.70 | 0.000000 | 0.000000 | 4.262680 | 4.787492 | 2.197225 | 0.000000 | 9.616005 | 91.5 | 2.944439 | f | 1.098612 | pc5 | 7.600402 | 2.197225 |
| 9993 | 0 | 2.397895 | own | 11.470988 | verified - income | n | home improvement | ny | 8.70 | 0.000000 | 1.098612 | 0.000000 | 4.787492 | 1.386294 | 0.000000 | 7.668561 | 30.6 | 2.079442 | f | 1.386294 | pc5 | 7.598900 | 2.079442 |
| 9994 | 1 | 0.693147 | rent | 10.126511 | verified - income source | n | debt consolidation | ca | 3.79 | 0.000000 | 0.000000 | 0.000000 | 4.787492 | 1.098612 | 0.000000 | 8.476788 | 56.5 | 2.079442 | f | 0.693147 | pc1 | 7.603898 | 2.197225 |
| 9995 | 0 | 1.791759 | mortgage | 11.101206 | verified - income | n | wedding | ma | 9.40 | 0.000000 | 0.693147 | 0.000000 | 4.787492 | 2.197225 | 0.000000 | 8.204398 | 24.1 | 2.397895 | f | 1.098612 | pc3 | 7.601902 | 2.302585 |
| 9996 | 0 | 0.693147 | rent | 10.165890 | verified - income source | n | debt consolidation | ny | 20.49 | 0.000000 | 0.693147 | 4.382027 | 4.787492 | 2.197225 | 0.000000 | 8.811354 | 58.9 | 2.564949 | f | 1.098612 | pc3 | 7.601402 | 1.791759 |
| 9997 | 0 | 2.197225 | rent | 10.775450 | not verified | n | debt consolidation | nj | 24.13 | 0.000000 | 0.000000 | 0.000000 | 4.718499 | 2.302585 | 0.693147 | 9.336709 | 60.7 | 2.890372 | f | 1.386294 | pc3 | 7.595890 | 2.564949 |
| 9998 | 0 | 1.945910 | mortgage | 11.156265 | not verified | n | major purchase | va | 16.18 | 1.098612 | 1.098612 | 2.833213 | 4.787492 | 2.302585 | 0.000000 | 9.750220 | 50.9 | 3.332205 | f | 1.098612 | pc3 | 7.600902 | 1.386294 |
| 9999 | 0 | 0.693147 | rent | 11.164233 | not verified | n | credit card | ca | 16.13 | 0.000000 | 0.693147 | 3.988984 | 4.787492 | 2.772589 | 0.000000 | 7.742836 | 22.6 | 3.555348 | f | 1.098612 | pc5 | 7.601402 | 2.302585 |